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Crypto & DePIN

41 statements · 2024–2024

$300M in on-chain incentives to bootstrap GPU supply, pilot Q1 2024

Akash: $300 Million Incentives w/Greg Osuri | CEO of Overclock Labs,Founder & Akash Network (Bare Metal Podcast)

“We’re releasing a pilot in Q1 2024, ideally January… that’s going to massively bootstrap supply on Akash, and we have about $300 million in budget on chain for deploying these incentives.” — Greg Osuri, 00:32:24

Context: The headline forecast of the episode; paired with the 2024 theme “Akash accelerates” — supply via incentives, demand via better UX.


Validate demand before incentivizing supply, or incentives lead to waste

Akash: $300 Million Incentives w/Greg Osuri | CEO of Overclock Labs,Founder & Akash Network (Bare Metal Podcast)

“Learning from the mistakes of the previous generation DePIN projects, we learned that unless you validate demand, incentivizing supply will lead to wastage.” — Greg Osuri, 00:31:41

Context: Explaining why Akash stayed “pre-incentive” until GPU demand was proven (A100 utilization 95%+); cites Filecoin GPUs being repurposed onto Akash as the cautionary example.


Crypto is incentive on steroids

"Akash: The Crypto-Powered Decentralized Supercloud" (The Edge Podcast)

“Crypto is incentive on steroids, right? So that’s one key property of crypto that no other industry can give. And what can we do with the incentives in a supply constraint market? I think it’s going to be fascinating, right? It has never been done before for GPUs.” — Greg Osuri, 01:04:29

Context: Closing alpha — several large ML companies were approaching Akash to list “their entire A100 fleet… thousands of A100s,” partly for depreciation tax reasons ([01:05:09]).


Post-ETF, fundamentals will reprice crypto

"Akash: The Crypto-Powered Decentralized Supercloud" (The Edge Podcast)

“So my prediction is with the Bitcoin ETF, you’re going to see more institutional adoption. What that means is more focus on fundamentals, more than speculation in terms of valuing an asset… if you have a capability to go long, you’ll also have a capability to go short… that is actually healthy in a way because it normalizes valuations.” — Greg Osuri, 00:46:08

Context: Days before spot-BTC ETF approval; he ties it to TradFi (Fidelity) starting to cover Akash and warns crypto has “X amount of time to reach the terms of adoption to match the valuation.”


Tokenized open source — a sustainability model the world has never seen

"Akash: The Crypto-Powered Decentralized Supercloud" (The Edge Podcast)

“I looked at open core. Open core was not the solution. Token as open source software allows a sustainability model to open source that the world has never seen. So why? Because it moves the maintainability of a network away from a single corporation to the common… And for the first time we can have an open write database. Never before it was possible before crypto.” — Greg Osuri, 00:37:18

Context: The core of his “why crypto” answer; he adds that permissionless writes solve the minimal-trust credential-bootstrapping problem of edge computing ([00:38:39]).


Blockchains create permanent systems that outlive their creators

"How to Pivot your Career in Crypto and AI | Builder's Diary #9 with Greg Osuri" (Finality Crypto Podcast (DeFi Times))

“One of the reasons why I’m doing crypto and blockchain is to have that legacy, like, to create something that will outlive me, the corporations that I built, or the people that I know.” — Greg Osuri, 00:18:08

Context: His “permanence” thesis, echoed later: “Akash without crypto wouldn’t last. Like, in case I retire, it would die” (00:44:40) and “I could disappear right now and Akash will function” — 480 contributors, on-chain funding, third parties earning revenue (00:45:23).


"Crypto is saving AI" — an A100 for $1.10 on Akash

"How to Pivot your Career in Crypto and AI | Builder's Diary #9 with Greg Osuri" (Finality Crypto Podcast (DeFi Times))

“Semafor… wrote a piece on how crypto is saving AI. And they interviewed a lot of Akash’s users and providers… this was a college student from Columbia that got an A100 [on] Akash for like $1.10 or something like that… it just tells you that AI problems are solved with crypto. You know, the supply problems at least.” — Greg Osuri, 00:56:32

Context: Evidence for the crypto-x-AI synergy thesis; he extends it to provenance/deepfakes (“What if there’s a permanent database that you can write to? Crypto.” 00:57:15).


Crypto is the only sustainable model for open-source infrastructure

"How to Pivot your Career in Crypto and AI | Builder's Diary #9 with Greg Osuri" (Finality Crypto Podcast (DeFi Times))

“In order to have pure open source software that’s sustainable, crypto is the answer. Right? Every other open source software [closes] at some point. If you do open core model, at some point it becomes closed because that’s the only way to make money… you cannot have closed source software and have verifiability.” — Greg Osuri, 00:58:04

Context: Capstone of his recurring argument, set up earlier with Docker’s acqui-hire and Kubernetes contributor churn: “Venture-backed model doesn’t work for open-source software… the value capture is predominantly done by someone else that’s not a contributor” (00:42:56).


Scam heuristics: investor-facing sites, buzzwords, closed source

"How to Pivot your Career in Crypto and AI | Builder's Diary #9 with Greg Osuri" (Finality Crypto Podcast (DeFi Times))

“The moment you see a website geared towards investors, that’s generally a scam. Because you’re not focused on getting users… every time you see DePIN on a website, like front and center… DePIN didn’t exist six months ago… Close source is a scam, generally speaking. And when you have founders that come out of nowhere… generally [regard] them as a scam.” — Greg Osuri, 01:04:35

Context: Closing safety advice (spans into the 01:05:24 block); he warns that FTX/Celsius-style patterns are reappearing in “smaller protocols… with outsized numbers that are closed source.”


Helium paid him ~$500k for a $300 box — why Akash is pre-incentives

Decentralizing AI: Compute Protocols and Proof of Work - Panel Discussion | Proof of Data 2024 (Recall Network)

“I was the early Helium miner in 2019 — I bought a device for about $300 and I minted enough tokens to be worth about half a million dollars in about a year’s time. I’m the wrong type of person to be incentivized… that’s why it’s very challenging to design incentives. Akash is pre-incentives — the reason we have not launched incentives even though we have a huge budget is because incentive design is extremely, extremely hard.” — Greg Osuri, 00:21:28

Context: Agreeing with Ben’s warning that proxy incentives get gamed; crypto is “phenomenal for incentives, at the same time very, very wasteful.”


AI needs crypto more than crypto needs AI

AtomDenver panel: AI 🤝 Crypto (Secret Network)

“Crypto, if you think about it, it’s incredible at optimizing resources. It goes places where normal centralized software cannot… there’s a lot of GPUs that are just sitting idle in the world, so what better way for crypto to unlock that GPUs to come to the market — that’s what Akash is doing.” — Greg Osuri, 00:15:24

Context: Citing a Semafor article on AI’s GPU supply-chain problem having crypto as an “unlikely ally”; on-demand GPUs being nearly impossible to get from Amazon.


Open systems don't need token mergers

X Spaces with Akash Network: Democratizing Compute on Subnet 27 (Nodexo)

“We don’t need mergers… we build open systems, so we can build open systems on open systems. You don’t need a token merger or any other nonsense to work together… really open systems that are built to be open, permissionless, don’t need permission — you don’t need mergers, you don’t need partnerships.” — Greg Osuri, 00:45:47

Context: Asked about the Fetch/SingularityNET/Ocean “ASI” merger; he adds “there has not been a successful token merger in my opinion” (citing Keep/threshold) and argues ASI is really trying to compete with Bittensor as an AI operating system.


The unbanked billion will be Akash's next users

Hash Rate - Ep 050 - Akash Decentralized Cloud - Greg Osury (Hash Rate Podcast)

“There are about a billion people in the world that don’t have credit cards, and that means they don’t have access to the cloud… it’s easy to see the future generation that’s unbanked, that’s getting used to using crypto as a primary way to pay for things, are going to be Akash users. It is the future, it is the next generation.” — Greg Osuri, 00:31:04

Context: Told via the story of an African student whose first-ever cloud deployment was on Akash after someone sent him tokens on Twitter; cites Africa’s demographics.


IP addresses are scarcer than gold — an "IP coin" someday

Akash Accelerate '24: Official Recap (Akash Network)

“I think IPs are more scarce than gold, think about it. It’d be cool to have an IP coin someday that’s backed by IP addresses… it’s a really scarce namespace, but Akash is a great place to get IP addresses.” — Greg Osuri, 00:10:49

Context: Aside during the keynote history of IP-lease support; he claims Akash is one of the largest IP address marketplaces.


Self-regulate or the regulators will

Akash Accelerate '24: Official Recap (Akash Network)

“This space is so riddled with scams that we owe to ourselves to get rid of those scams. If we don’t self-regulate, the regulators will come and regulate us.” — Greg Osuri, 04:17:10

Context: AMA rant against closed-source clone projects launching at billion-dollar valuations with unverifiable numbers; he contrasts Akash’s $15M launch valuation.


Bitcoin should be the mother chain securing Akash

"Greg Osuri: Akash – Decentralizing Cloud Computing and Revolutionizing GPU Access (#10)" (Fluence)

“If you want to create a truly decentralized system that’s extremely strong, can withstand state-level attacks… which is Bitcoin. So we’re actually looking at bringing Bitcoin security [to] Akash… I believe Bitcoin has to be the mother chain of the world.” — Greg Osuri, 01:00:16

Context: Discussing whether Akash could exist without a token (only if a capable L1 existed); actively researching consensus mechanisms to reduce reliance on the AKT token for security.


Tokenized open source will be the third open source business model

Tech Snippets Today - Greg Osuri - Founder at Akash with Joseph Raczynski (Joseph Raczynski)

“I think tokenized open [source] software, it’s going to be a third leg of open source business models… You have Red Hat which mastered the support model… then you have the open core model, which is Databricks being a popular one… but Akash is pure open source, there’s no commercial aspect… and I think the token [in] open source software, it’ll be a third leg in open source business models.” — Greg Osuri, 00:06:30

Context: Recurring thesis: tokens’ second-order effect is sustainability for open source (Akash cited as category creator for DePIN, with ~500 contributors funded from the protocol).


AI is the killer use case for crypto

"Greg Osuri | Founder of Akash Network: Liberty, Community, and the Future of Decentralized AI" (Beacon Podcast)

“I think AI is a killer use case for crypto. AI is the only one that could turn the press around from FTX. AI is the only one that’s turning the government around and embrace technology.” — Greg Osuri, 01:13:34

Context: Prompted by discussing Semafor’s first positive mainstream crypto story — about Akash helping university students get GPU access (01:12:48); he also notes “without AI, Akash wouldn’t be as visible as it is right now” (01:12:05).


Washington policymakers already know Akash as DePIN-meets-AI

"Greg Osuri | Founder of Akash Network: Liberty, Community, and the Future of Decentralized AI" (Beacon Podcast)

“I was on Capitol Hill earlier this week. I met with four senators, four congressmen on the AI caucus, and as well as the chair of the Financial Committee and the Commerce and Energy Committee… I was actually surprised that how many of them knew about [Akash]. One of the lead staffers of the Commerce Committee was like, yeah, [Akash] was like an intersection between [DePIN] and AI… We’re talking about the people that write policy.” — Greg Osuri, 00:45:42

Context: On how much policy/politics work Web3 founders must do (third of his three Web2-vs-Web3 founder differences); quote spans into the 00:46:22 block, where Whisper mishears “Akash” as “Apache” and “DePIN” as “deep end” (bracketed fixes). At 00:47:02 he adds he lobbies for decentralization “because the Sam Alphans [Altmans] of the world are going and debating that AI should be closed.”


Does open-source AGI need a token? "Not yet" — but Bittensor's emissions fund open AI

Evolution to AGI Panel at Web3_AI Day | Encode Club | Linera, Ritual, Nillion, Akash Network (Linera: Real-Time Blockchain)

“Does it need a token? I don’t think so, not yet… Bittensor is doing interesting work — Bittensor emissions are like billions of dollars per year, right? So those incentives are going to amazing folks that are doing open source AI and giving them a monetization mechanism.” — Greg Osuri, 00:15:09

Context: Also name-checks Nous Research’s decentralized training work; declines to pick a single winner because “too much work is happening.”


Akash saw the GPU era coming in its 2018 whitepaper

[Solo Talk] Decentralization is saving AI where centralization failed by Greg Osuri (Kryptoplanet[Official])

“Akash is a radically new way to share compute. We wrote the white paper in 2018 — we talked about GPUs in 2018 but people didn’t pay attention. They think GPUs came in 2024.” — Greg Osuri, 00:10:45

Context: Claiming foresight: idle GPUs from miners (Foundry), ML fleet upgrades, and training downtime were always the network’s target supply.


No incentives without verification — io.net as the cautionary tale

"[Panel] ​“Decentralized Computing as a Business”" (Kryptoplanet[Official])

“Akash doesn’t have verifiability, it has a reputation system, and Akash doesn’t have incentives because, well, we don’t have verification. What io.net did is they enabled incentives without verification — then you get Sybil attacks… that’s why we chose not to do incentives until we have verification.” — Greg Osuri, 00:19:41

Context: Answering how to trust you’re getting the GPU you paid for; describes Akash’s optimistic quorum verification, reputation with fraud proofs, and a UT Austin TEE proposal for verifiable hardware.


Block rewards will buy the network properties you want, Helium-style

Greg Osuri of Akash on Unlocking DePIN Capabilities for AI Model Training (Nebular)

“When we start doing block rewards, we’ll start incentivizing the properties that you want… you can create a configuration pool that says hey, we want a server in LA or New York… an incentivized pool to attract that particular compute… like Helium did it pretty well with network coverage. That way we can actually get the low-latency network.” — Greg Osuri, 00:33:58

Context: Answering a cloud-gaming latency question; AI isn’t latency-sensitive so it’s the current focus, but planned incentive pools would bootstrap geographic/latency coverage for gaming.


Crypto onboarding loses 95% of would-be Akash users

Akash Network - The Decentralized Compute Marketplace (The Crypto Conversation (Brave New Coin))

“Traditional Web2 developers, AI developers that don’t interact with crypto are forced to buy crypto… we lose 95% of the users in that very step of getting AKT tokens. And thanks to the United States, zero regulation or lack of clarity with regulation, you cannot sell legally the tokens using a credit card on your website.” — Greg Osuri, 00:27:22

Context: Justifying the upcoming “trial wallets” feature (spans into the 00:28:02 block), which he says will “open up 99% of the users that we were closed to before” without sacrificing decentralization.


Long-term Bitcoin thesis: hedge against runaway inflation

Interview with Akash Network founder/CEO Greg Osuri at deAI Summit TOKEN2049 (Pundi AI)

“I’m terrible at short-term predictions and usually good at long-term predictions… if the government continues to spend like a drunken sailor, I think scarce resources will definitely take like the center stage. Bitcoin is definitely turning out to be the hedge against this runaway inflation — considering that 30% of all the dollars in creation were done in the last three years.” — Greg Osuri, 00:03:41

Context: Asked where Bitcoin goes next year; long-run macro answer, capped by “Bitcoin is the sea and we’re all the boats on [it]” at 00:05:09.


DePIN will put crypto center stage beyond DeFi

AWS at a Fraction of the Price – Greg Osuri | Akash Network (We are DePIN)

“All these traditional systems that were very hard to disrupt are getting disrupted… this is only happening in crypto, and I think that is going to put us in a center stage when it comes to the mainstream audience, than DeFi.” — Greg Osuri, 00:44:01

Context: Closing answer on favorite DePIN use cases (Helium Mobile, Filecoin’s claimed 2% of global storage, Daylight energy marketplace).


On-device keys would change the game forever

AWS at a Fraction of the Price – Greg Osuri | Akash Network (We are DePIN)

“If Apple comes up and says we can leverage the secure enclave to store your private keys, and you can transfer those keys to other devices in an encrypted manner… and we let you use your credit card to onboard… I think that’ll change the game forever.” — Greg Osuri, 00:22:26

Context: Asked for the single biggest friction blocking mass DePIN adoption, he answers “lack of authentication infrastructure on device” — every phone’s secure enclave becoming a wallet.


Long-term Bitcoin thesis: hedge against runaway inflation

Interview with Akash Network founder/CEO Greg Osuri at deAI Summit TOKEN2049 (Pundi X Labs)

“I’m terrible at short-term predictions and usually good at long-term predictions… if the government continues to spend like a drunken sailor, I think scarce resources will definitely take like the center stage. Bitcoin is definitely turning out to be the hedge against this runaway inflation — considering that 30% of all the dollars in creation were done in the last three years.” — Greg Osuri, 00:03:41

Context: Asked where Bitcoin goes next year; he pivots to a long-run macro thesis, adding “Bitcoin is the sea and we’re all the boats on [it]” at 00:05:09.


Don't pay dollar-priced hardware in volatile tokens

Leveraging Incentives to Build with Your Community | Open AGI Summit | Brussels 2024 (Open AGI)

“When you incentivize in the token that’s native to your platform, that token tends to be a volatile token, and then incentive distribution happens to be irregular and doesn’t really make sense, because you’re most probably likely incentivizing real-world assets like a GPU or a CPU, which are priced in US dollars and not priced in your token.” — Greg Osuri, 00:07:23

Context: Lesson three: against cargo-culting Bitcoin block rewards; protocol designers must budget incentives in real-dollar terms.


Incentives without verification get you Sybil-attacked to death

Leveraging Incentives to Build with Your Community | Open AGI Summit | Brussels 2024 (Open AGI)

“Akash hasn’t enabled incentives on chain yet, and the reason for that is you do not want to have incentives without verification… we saw recently with another network that enabled incentives without verification — they got Sybil attacked to death. Sybil attacks are very, very real; every time there is money on the line, you want verification.” — Greg Osuri, 00:04:27

Context: First of his four incentive-design lessons; he doesn’t name the rival DePIN network. Gensyn’s Ben endorses the point (“incentives aren’t the product”).


Akash at ~50% utilization while rival GPU networks sit under 1%

"Will demand for advanced AI chips (GPUs) be 1:1 for every person? We sit down with Greg Osuri to find out." (Block Fuel)

“We are at a product market fit stage for GPUs. And we have real usage. We have about, say, 50 [percent] overall utilization, and I believe 60 to 70 percent utilization for high density GPUs… a lot of the other networks that have launched just throw the towel and see what happens. But their utilizations are less than 1%.” — Greg Osuri, 00:08:45

Context: Capacity stats (~400 GPUs, ~20,000 CPUs, quote spans into the 00:10:10 block); he argues incentives before demand are wasted, and says on-chain incentives await cryptographic (not TEE-based) resource verification.


Governance stake should be participation, not capital

Key Challenges in Building Decentralized AI Infrastructure | AI / ALL Summit (Sahara AI)

“The current system… proof of stake… is heavily focused on capital as the stake, but I think we definitely need to rethink some of these systems where the stake is not necessarily capital but actual participation in the network… you could tokenize usage, you could tokenize attention… systems should be governed by the people that use it, and people that have significantly higher involvement by using the system should have a higher say.” — Greg Osuri, 00:23:41

Context: Governance question; he tempers it with lessons from Akash’s ~250 proposals — anonymous voting lacks accountability and recourse, so “it’s going to take a while to really understand and nail what works.”


Akash: four years live, zero unplanned outages, order-of-magnitude yearly growth

AI Made in Cosmos - with Greg Osuri, Murthy Vitwit, Valery Litvin & Dean Tribble (Cosmoverse)

“Cosmos is, in my opinion, the only layer one app chain framework that works without an issue. Akash is a prime example — we’ve been live for about four years and we haven’t had a single unplanned outage… we grew our usage maybe by order of magnitude every year.” — Greg Osuri, 00:02:53

Context: Why Cosmos suits DePIN — contrasts with Solana congestion affecting Helium claims; “until scale is solved, sovereignty is super critical.”


Fractionalized model ownership will kick-start a revolution

Why Decentralized AI Needs Cosmos: Greg Osuri of Akash Explains (The Interop)

“The challenge is how do you keep the weights private but keep the model open, and I think that’s being solved. And once you solve that, now you have an incentive mechanism to incentivize ownership of a model, and I think that’s going to kick-start a whole new revolution.” — Greg Osuri, 00:29:09

Context: On contributors earning a share of future inference revenue for funding compute — “inference is how you make money and training is how you invest”; he name-checks Bittensor as seeding model development in crypto.


Babylon turns Bitcoin from a money chain into an application-powering chain

Bitcoin Renaissance - Greg Osuri of Akash Network (Bigeye Studios)

“Bitcoin has been primarily a money chain till now. But what Babylon is doing is transitioning Bitcoin from a money chain into a chain that can be a lot more useful for powering applications.” — Greg Osuri, 00:04:11

Context: Describing the phased plan to move Akash transactions (archival first, then real-time) onto Babylon/Bitcoin; he notes maximalists may see this as antithetical to Bitcoin-as-money.


Bitcoin security so Akash can withstand a nation-state attack

Bitcoin Renaissance - Greg Osuri of Akash Network (Bigeye Studios)

“If there’s a way to bridge the Bitcoin security or really bring Bitcoin security to Akash and even enable payments using Bitcoin for using machine learning on Akash, I think that will be an incredible milestone in improving… the security of Akash network to a level that can withstand a nation state attack. And that’s very important when you’re building an unstoppable cloud.” — Greg Osuri, 00:00:50

Context: Explaining why Akash’s own proof-of-stake security is not enough amid geopolitical uncertainty.


Akash revenue up 1700% YoY since GPUs launched

Greg Osuri | Trump's impact on crypto x AI, why DePIN is inevitable, and Akash Network revenue ATH's (Proof of Coverage Media)

“Just from the introduction of GPUs — we introduced GPUs in last year August — and today our revenue on a year-over-year basis gained by 1700%… this month alone we grew 100% in terms of earnings compared to last month. So it’s very clear that there is product-market fit… and we did it without taking shortcuts, being open source, being decentralized.” — Greg Osuri, 00:34:36

Context: Quantified growth claim; host adds Akash is supply-constrained at 80-95% GPU utilization.


DePIN is the savior of crypto and will dominate the conversation

Greg Osuri | Trump's impact on crypto x AI, why DePIN is inevitable, and Akash Network revenue ATH's (Proof of Coverage Media)

“DePIN in a way is a savior to crypto… with DePIN [you] can be like, hey, you want GPUs? … you pay a dollar for [an] H100 where you pay $4 on Amazon — that’s very quantifiable… I think DePIN is a savior to crypto. We don’t talk much about it; it will be talked about more over the next year, I think, for sure.” — Greg Osuri, 00:36:49

Context: Contrasting DePIN’s quantifiable value with DeFi/NFTs, which he says legislators and outsiders don’t take seriously. Quote assembled across the 00:36:06-00:37:31 blocks.


Bitcoin at $200,000 a year from now

Greg Osuri - Akash: Decentralized Compute Marketplace - ep 158 (Zima Red)

“$200,000.” — Greg Osuri, 01:08:18

Context: Rapid-fire closing question, “What do you think the price of Bitcoin will be a year from now?” — i.e., a call for roughly November 2025.


Decentralization's spectrum begins with open source and ends with energy sourcing

What is Akash Network? Greg Osuri on Decentralized Cloud Computing | Greg Osuri - Founder of Akash (Genzio)

“That’s why you want open source as a foundation for decentralization, and I will reject any notion that a closed system is decentralized — it’s just not a reality. And it’s really sad what’s happening [in] DePIN today, that there are a lot of these networks just popping out of nowhere with fully closed source code bases, and the justification is ‘decentralization is a spectrum.’ Yes, decentralization is a spectrum, but the spectrum begins with the open source code base and ends with energy sourcing.” — Greg Osuri, 00:15:12

Context: After citing CrowdStrike’s bad-code push and 23andMe’s for-sale DNA database as failure modes of closed systems users don’t control.


Akash created the DePIN category; 1700% YoY growth

Greg Osuri Founder Akash Network | Cosmoverse Dubai 2024! (pinoyweb3TV)

“Akash is the first one, so we set the standard. We also created this new category called DePIN — DePIN did not exist before Akash… we grew about 1700% year over year in user fees, we doubled our workloads in a year.” — Greg Osuri, 00:00:45

Context: Differentiation answer; quantified growth claims as of late 2024.